pablitxn/sonata-mcp-server

🎼 Sonata MCP Server

"Like a musical sonata with multiple movements, each government connector plays its part in the symphony of digital bureaucracy automation"

A Model Context Protocol (MCP) server that provides LLM agents with the ability to interact with government websites through a unified interface. Sonata orchestrates browser automation to handle authentication, navigation, and form submission across multiple governmental platforms.

🎯 What is Sonata?

Sonata MCP Server bridges the gap between AI agents and government digital services by:

• Automating Authentication: Secure login handling with MFA support
• Structured Interactions: Converting web interfaces into programmable APIs
• Session Management: Maintaining persistent authenticated sessions
• Security First: Encrypted credential storage and sandboxed browser contexts

Why "Sonata"?

In classical music, a sonata consists of multiple movements working together to create a complete piece. Similarly, our server coordinates multiple connectors (movements) to create a harmonious interaction with government services.

🚀 Quick Start

# Clone the repository
git clone https://github.com/pablitxn/sonata-mcp-server
cd sonata_mcp_server.py

# Install dependencies
pip install -e .

# Setup browser automation (Arch Linux)
./scripts/setup_browser.sh

# Configure your first connector
cp .env.example .env
# Edit .env with your settings

# Run the MCP server.py
python -m sonata.server.py

📋 Features

• Multi-Site Support: Extensible architecture for adding new government sites
• Async Operations: Built on modern Python async/await patterns
• Browser Automation: Playwright-based automation with anti-detection measures
• Secure Credential Management: System keyring integration with encryption
• Rate Limiting: Respectful interaction with government servers
• Comprehensive Logging: Detailed audit trails for compliance

🏗️ Architecture

Sonata implements a sophisticated multi-layered architecture designed for extensibility, security, and reliability. The system uses modern design patterns including Abstract Factory, Chain of Responsibility, and Circuit Breaker to ensure robust operation.

┌─────────────┐     ┌─────────────┐     ┌─────────────┐
│  LLM Agent  │────▶│ MCP Protocol│────▶│   Sonata    │
└─────────────┘     └─────────────┘     └──────┬──────┘
                                               │
                    ┌──────────────────────────┼──────────────────────────┐
                    │                          │                          │
              ┌─────▼─────┐            ┌───────▼──────┐          ┌────────▼────────┐
              │   AFIP    │            │    ANSES     │          │  Mi Argentina   │
              │ Connector │            │  Connector   │          │   Connector     │
              └───────────┘            └──────────────┘          └─────────────────┘

Key Components:

• MCP Server Layer: FastMCP-based server with tool registration
• Browser Abstraction: Dual-engine support (Playwright/Selenium)
• Captcha Resolution: Chain of responsibility with circuit breakers
• Session Management: Encrypted storage with Fernet encryption
• Connector Framework: Interface-based design for government sites

For detailed architecture documentation, see .

🔧 Supported Sites

📖 Usage Example

# Example: Query tax status through LLM
prompt = """
Check my tax status on AFIP and summarize any pending obligations
"""

# The LLM can now use Sonata MCP mcp_server:
# - sonata.authenticate(site="afip", credentials=vault_ref)
# - sonata.navigate(path="/tax-status")
# - sonata.extract_data(selector=".obligations")

🔒 Security Considerations

Sonata implements multiple security layers:

1. Credential Isolation: Each site has isolated credential storage
2. Browser Sandboxing: Separate browser contexts per session
3. Audit Logging: All actions are logged for compliance
4. Rate Limiting: Prevents overwhelming government servers
5. Encryption at Rest: All sensitive data encrypted using Fernet

🧪 Testing

# Run unit tests
pytest tests/unit/

# Run integration tests (requires test credentials)
pytest tests/integration/

# Run security audit
python scripts/security_audit.py

🤝 Contributing

We welcome contributions! Please see our for details.

Adding a New Connector

# Generate boilerplate for a new connector
python scripts/generate_connector.py --site "NewSite" --country "AR"

📚 Historical Context

The concept of programmatic access to government services has evolved significantly:

• 1990s: Early e-government initiatives, mostly static HTML
• 2000s: Web services (SOAP) for B2B interactions
• 2010s: RESTful APIs and open data movements
• 2020s: AI-driven automation and MCP protocols

Sonata represents the next evolution: making legacy web interfaces accessible to AI agents while respecting security and rate limits.

⚠️ Disclaimer

This tool is designed for legitimate automation of personal interactions with government services. Users are responsible for complying with each site's terms of service and applicable laws.

📄 License

MIT License - see file for details.

"Turning bureaucracy into symphony, one automation at a time"

Built with ❤️ for the open government data community